Agent skill

Literature Survey Generator

by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills

Generate a complete academic literature survey from scratch using multi-agent orchestration.

Custom licenceAuto-check: notesResearch & Science

Install Literature Survey Generator

skills CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill literature-survey-generator -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills literature-survey-generator --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/68-research-productivity-skills/literature-survey-generator .claude/skills/literature-survey-generator && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
literature-survey-generator
GitHub stars
4.6k
Token cost
~2.7k tokens
SKILL.md length
905 words
Files
2 (incl. references)
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

Generate a complete academic literature survey from scratch using multi-agent orchestration.

  • Works in 6 steps: Setup → Phase 1 — Parallel Journal Search → Phase 2 — Process (3 Parallel Agents) → …
  • The user asks to generate a literature review
  • SKILL.md covers When to Use, Overview, Execution Instructions and Critical Rules, plus 2 more sections
  • Calls curl; reaches api.openalex.org and api.unpaywall.org

What it does

Literature Survey Generator is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Generate a complete academic literature survey from scratch using multi-agent orchestration. Searches academic databases (OpenAlex, CrossRef, Unpaywall), downloads PDFs, builds BibTeX, drafts a LaTeX review, compiles it, reviews for quality, and revises based on feedback — all automated. Use this skill whenever the user asks to "generate a literature review", "write a survey paper", "review recent papers on [topic]", "create a survey of [field]", "综述", "文献综述", "survey papers in top journals", or wants a…

Its SKILL.md is about 2.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/latex-template.md`).

It sits in Research & Science, covering Literature review, Multi-agent orchestration and LaTeX. It works with LaTeX. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI…

When your agent uses it

  • The user asks to generate a literature review
  • Write a survey paper
  • Review recent papers on [topic]
  • Create a survey of [field]

Example prompts

  • “generate a literature review”
  • “write a survey paper”
  • “review recent papers on [topic]”
  • “/literature-survey-generator”

Requirements

  • Pre-approved tools (allowed-tools): Bash, Read, Write, Edit, Glob, Grep, Agent, WebFetch, WebSearch, TaskCreate, TaskUpdate, TaskList

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. Setup
  2. Phase 1 — Parallel Journal Search
  3. Phase 2 — Process (3 Parallel Agents)
  4. Phase 3 — Draft LaTeX Survey
  5. Phase 4 — Review & Revise
  6. Deliver

What it can do on your machine

Read from SKILL.md and the folder at commit 9fa87d8. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Bash
    • Read
    • Write
    • Edit
    • Glob
    • Grep
    • Agent
    • WebFetch
    • WebSearch
    • TaskCreate

    …and 2 more on the same allowed-tools line.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • curl

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • api.openalex.org
    • api.unpaywall.org
    • api.crossref.org
    • doi.org

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Literature Survey Generator loads about 2.7k tokens when it runs, and up to ~3.8k if it reads all its reference files. Until then it costs about 203 tokens; SKILL.md has 905 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~203
When it runs · the whole SKILL.md, loaded when a task matches
~2.7k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.8k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Bash, Read, Write, Edit, Glob, Grep, Agent, WebFetch, WebSearch, TaskCreate, TaskUpdate, TaskList

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 905 words (~2,709 tokens).

“A multi-agent, multi-phase pipeline that produces a complete academic literature survey in LaTeX with BibTeX — from search to final compiled PDF.”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
literature-survey-generator
allowed-tools
Bash, Read, Write, Edit, Glob, Grep, Agent, WebFetch, WebSearch, TaskCreate, TaskUpdate, TaskList

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file (references) in skills/68-research-productivity-skills/literature-survey-generator of brycewang-stanford/Auto-Empirical-Research-Skills.

  • SKILL.md
  • references/latex-template.md

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Literature Survey Generator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Literature Survey Generator compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Literature Survey Generator this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~2.7kAutomated safety check: NotesCustom licence
Arxiv MCP Serverblazickjp/arxiv-mcp-server3.2k—~353Automated safety check: PassApache-2.0
Arxiv Paper Writerappautomaton/latex-arxiv-SKILL458—~2.3kAutomated safety check: PassMIT
Arxiv Paper Writeryunshenwuchuxun/latex-paper-skills267—~3.2kAutomated safety check: PassMIT
Research Paper WritingAlexAI-MCP/hermes-CCC135—~1.2kAutomated safety check: NotesMIT
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence

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Works with

Questions about Literature Survey Generator

What does Literature Survey Generator do?

Generate a complete academic literature survey from scratch using multi-agent orchestration. Literature Survey Generator is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Generate a complete academic literature survey from scratch using multi-agent orchestration.

When should I use Literature Survey Generator?

Literature Survey Generator fits situations like: the user asks to generate a literature review; write a survey paper; review recent papers on [topic]; create a survey of [field].

How do I install Literature Survey Generator in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill literature-survey-generator -a claude-code`. Or copy the skill folder (skills/68-research-productivity-skills/literature-survey-generator in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/literature-survey-generator in your project. Claude Code loads it when a task matches its description.

How do I install Literature Survey Generator in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill literature-survey-generator -a codex`. Or copy the skill folder (skills/68-research-productivity-skills/literature-survey-generator in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/literature-survey-generator in your project. Codex loads it when a task matches its description.

Can I use Literature Survey Generator in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill literature-survey-generator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/literature-survey-generator, .gemini/skills/literature-survey-generator, .github/skills/literature-survey-generator and .opencode/skills/literature-survey-generator in your project.

What does Literature Survey Generator need to run?

Going by SKILL.md and its folder, Literature Survey Generator needs the command-line tools its instructions call (curl). Its frontmatter pre-approves these tools: Bash, Read, Write, Edit, Glob, Grep, Agent, WebFetch, WebSearch, TaskCreate, TaskUpdate, TaskList.

Does Literature Survey Generator access the network?

SKILL.md names 4 domains. In commands or code: api.openalex.org, api.unpaywall.org, api.crossref.org and doi.org; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.

Is Literature Survey Generator safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Literature Survey Generator use?

Literature Survey Generator has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Literature Survey Generator use?

About 2.7k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.1k tokens, read only when the agent opens those files.

What are the alternatives to Literature Survey Generator?

Skills that share tags, products or a category with Literature Survey Generator: Arxiv MCP Server (blazickjp/arxiv-mcp-server, 3.2k stars), Arxiv Paper Writer (appautomaton/latex-arxiv-SKILL, 458 stars), Arxiv Paper Writer (yunshenwuchuxun/latex-paper-skills, 267 stars) and Research Paper Writing (AlexAI-MCP/hermes-CCC, 135 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Literature Survey Generator?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,556 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on October 5, 2026.

Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.